E-Learning an der TU Hamburg
Lecture: Machine Learning and Data Mining - Details
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General information

Course name Lecture: Machine Learning and Data Mining
Subtitle Module: Machine Learning and Data Mining
Course number lv340_S21
Semester SoSe 21
Current number of participants 212
Home institute Institut für Softwaresysteme (E-16)
Courses type Lecture in category Teaching
First date Tue., 06.04.2021 08:00 - 09:30
Pre-requisites <ul><li>Calculus</li><li>Stochastics</li></ul>
Performance record Written exam
ECTS points 6

Course location / Course dates

n.a. Tuesday: 08:00 - 09:30, weekly
Friday: 09:45 - 11:15, weekly

Comment/Description

  • Decision trees
  • First-order inductive learning
  • Incremental learning: Version spaces
  • Uncertainty
  • Bayesian networks
  • Learning parameters of Bayesian networks
    BME, MAP, ML, EM algorithm
  • Learning structures of Bayesian networks
  • Gaussian Mixture Models
  • kNN classifier, neural network classifier, support vector machine (SVM) classifier
  • Clustering
    Distance measures, k-means clustering, nearest neighbor clustering
  • Kernel Density Estimation
  • Ensemble Learning
  • Reinforcement Learning
  • Computational Learning Theory

Admission settings

The course is part of admission "Anmeldung gesperrt (global)".
Erzeugt durch Migration 128 13:45:31 03.09.2014
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